Pandas Profiling Report: NOOA - Estaciones de España (Mes)

Dataset statistics

Number of variables	11
Number of observations	94881
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	8.0 MiB
Average record size in memory	88.0 B

Variable types

Categorical	1
DateTime	1
Numeric	9

Warnings

`id_estacion` has a high cardinality: 207 distinct values	High cardinality
`tmax` is highly correlated with `tmin`	High correlation
`tmin` is highly correlated with `tmax`	High correlation
`longitud` is highly correlated with `latitud`	High correlation
`latitud` is highly correlated with `longitud`	High correlation
`tmax` is highly correlated with `tmin`	High correlation
`tmin` is highly correlated with `tmax`	High correlation
`tmax` is highly correlated with `tmin`	High correlation
`tmin` is highly correlated with `tmax`	High correlation
`longitud` is highly correlated with `latitud` and 1 other fields	High correlation
`latitud` is highly correlated with `longitud` and 1 other fields	High correlation
`tmin` is highly correlated with `altitud` and 2 other fields	High correlation
`altitud` is highly correlated with `longitud` and 3 other fields	High correlation
`fecha_cnt` is highly correlated with `tmin` and 1 other fields	High correlation
`tmax` is highly correlated with `tmin` and 2 other fields	High correlation
`nevada` is highly skewed (γ1 = 133.5740724)	Skewed
`prof_nieve` is highly skewed (γ1 = 62.17306945)	Skewed
`precip` has 13169 (13.9%) zeros	Zeros
`nevada` has 94869 (> 99.9%) zeros	Zeros
`prof_nieve` has 93937 (99.0%) zeros	Zeros

Reproduction

Analysis started	2021-10-09 13:00:21.422362
Analysis finished	2021-10-09 13:00:33.105205
Duration	11.68 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

id_estacion
Categorical

HIGH CARDINALITY

Distinct	207
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	741.4 KiB

SP000009981	1391
SP000008280	1329
SP000003195	1218
SPE00120629	1210
SPE00155259	1206
Other values (202)	88527

Length

Max length	11
Median length	11
Mean length	11
Min length	11

Characters and Unicode

Total characters	1043691
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SP000003195
2nd row	SP000003195
3rd row	SP000003195
4th row	SP000003195
5th row	SP000003195

Common Values

Value	Count	Frequency (%)
SP000009981	1391	1.5%
SP000008280	1329	1.4%
SP000003195	1218	1.3%
SPE00120629	1210	1.3%
SPE00155259	1206	1.3%
SP000060010	1198	1.3%
SP000008027	1130	1.2%
SP000007038	1099	1.2%
SPE00119711	1090	1.1%
SPE00120458	1088	1.1%
Other values (197)	82922	87.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sp000009981	1391	1.5%
sp000008280	1329	1.4%
sp000003195	1218	1.3%
spe00120629	1210	1.3%
spe00155259	1206	1.3%
sp000060010	1198	1.3%
sp000008027	1130	1.2%
sp000007038	1099	1.2%
spe00119711	1090	1.1%
spe00120458	1088	1.1%
Other values (197)	82922	87.4%

Most occurring characters

Value	Count	Frequency (%)
0	319330	30.6%
1	131987	12.6%
S	94881	9.1%
P	94881	9.1%
2	79522	7.6%
E	76032	7.3%
5	47507	4.6%
9	47023	4.5%
6	34715	3.3%
8	33383	3.2%
Other values (5)	84430	8.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	774846	74.2%
Uppercase Letter	268845	25.8%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	319330	41.2%
1	131987	17.0%
2	79522	10.3%
5	47507	6.1%
9	47023	6.1%
6	34715	4.5%
8	33383	4.3%
3	31430	4.1%
4	29670	3.8%
7	20279	2.6%

Uppercase Letter

Value	Count	Frequency (%)
S	94881	35.3%
P	94881	35.3%
E	76032	28.3%
W	1903	0.7%
M	1148	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	774846	74.2%
Latin	268845	25.8%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	319330	41.2%
1	131987	17.0%
2	79522	10.3%
5	47507	6.1%
9	47023	6.1%
6	34715	4.5%
8	33383	4.3%
3	31430	4.1%
4	29670	3.8%
7	20279	2.6%

Latin

Value	Count	Frequency (%)
S	94881	35.3%
P	94881	35.3%
E	76032	28.3%
W	1903	0.7%
M	1148	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1043691	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	319330	30.6%
1	131987	12.6%
S	94881	9.1%
P	94881	9.1%
2	79522	7.6%
E	76032	7.3%
5	47507	4.6%
9	47023	4.5%
6	34715	3.3%
8	33383	3.2%
Other values (5)	84430	8.1%

fecha
Date

Distinct	1465
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	741.4 KiB

Minimum	1896-11-30 00:00:00
Maximum	2021-08-31 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

fecha_cnt
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.496759098

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	741.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	6
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.447215885
Coefficient of variation (CV)	0.5306054654
Kurtosis	-1.212344505
Mean	6.496759098
Median Absolute Deviation (MAD)	3
Skewness	0.00209677699
Sum	616419
Variance	11.88329736
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
3	7966	8.4%
5	7964	8.4%
4	7956	8.4%
6	7936	8.4%
7	7935	8.4%
1	7927	8.4%
8	7924	8.4%
9	7883	8.3%
10	7878	8.3%
12	7878	8.3%
Other values (2)	15634	16.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	7927	8.4%
2	7760	8.2%
3	7966	8.4%
4	7956	8.4%
5	7964	8.4%
6	7936	8.4%
7	7935	8.4%
8	7924	8.4%
9	7883	8.3%
10	7878	8.3%

Value	Count	Frequency (%)
12	7878	8.3%
11	7874	8.3%
10	7878	8.3%
9	7883	8.3%
8	7924	8.4%
7	7935	8.4%
6	7936	8.4%
5	7964	8.4%
4	7956	8.4%
3	7966	8.4%

tmax
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	447
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200.2001876

Minimum	-53
Maximum	403
Zeros	14
Zeros (%)	< 0.1%
Negative	236
Negative (%)	0.2%
Memory size	741.4 KiB

Quantile statistics

Minimum	-53
5-th percentile	88
Q1	148
median	198
Q3	255
95-th percentile	316
Maximum	403
Range	456
Interquartile range (IQR)	107

Descriptive statistics

Standard deviation	71.25637968
Coefficient of variation (CV)	0.3559256389
Kurtosis	-0.5046758729
Mean	200.2001876
Median Absolute Deviation (MAD)	53
Skewness	-0.02638990299
Sum	18995194
Variance	5077.471645
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
166	547	0.6%
171	543	0.6%
164	535	0.6%
154	529	0.6%
178	519	0.5%
158	515	0.5%
174	514	0.5%
167	510	0.5%
172	507	0.5%
180	505	0.5%
Other values (437)	89657	94.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-53	1	< 0.1%
-50	1	< 0.1%
-49	1	< 0.1%
-47	1	< 0.1%
-46	1	< 0.1%
-45	1	< 0.1%
-44	1	< 0.1%
-43	1	< 0.1%
-42	1	< 0.1%
-41	3	< 0.1%

Value	Count	Frequency (%)
403	1	< 0.1%
401	1	< 0.1%
400	1	< 0.1%
398	1	< 0.1%
396	1	< 0.1%
395	2	< 0.1%
391	1	< 0.1%
389	2	< 0.1%
388	4	< 0.1%
387	1	< 0.1%

tmin
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	366
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	98.85705252

Minimum	-121
Maximum	254
Zeros	197
Zeros (%)	0.2%
Negative	5003
Negative (%)	5.3%
Memory size	741.4 KiB

Quantile statistics

Minimum	-121
5-th percentile	-2
Q1	53
median	98
Q3	148
95-th percentile	199
Maximum	254
Range	375
Interquartile range (IQR)	95

Descriptive statistics

Standard deviation	62.26292305
Coefficient of variation (CV)	0.6298278319
Kurtosis	-0.6619987427
Mean	98.85705252
Median Absolute Deviation (MAD)	48
Skewness	-0.07068337551
Sum	9379656
Variance	3876.671587
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
86	569	0.6%
99	563	0.6%
81	561	0.6%
74	561	0.6%
80	558	0.6%
66	555	0.6%
82	554	0.6%
84	553	0.6%
77	551	0.6%
75	550	0.6%
Other values (356)	89306	94.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-121	1	< 0.1%
-115	1	< 0.1%
-114	1	< 0.1%
-113	3	< 0.1%
-112	3	< 0.1%
-110	2	< 0.1%
-109	2	< 0.1%
-108	2	< 0.1%
-106	2	< 0.1%
-105	1	< 0.1%

Value	Count	Frequency (%)
254	3	< 0.1%
252	1	< 0.1%
251	4	< 0.1%
250	4	< 0.1%
249	1	< 0.1%
248	2	< 0.1%
247	1	< 0.1%
246	3	< 0.1%
245	3	< 0.1%
244	4	< 0.1%

precip
Real number (ℝ_≥0)

ZEROS

Distinct	223
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.24936499

Minimum	0
Maximum	422
Zeros	13169
Zeros (%)	13.9%
Negative	0
Negative (%)	0.0%
Memory size	741.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	10
Q3	22
95-th percentile	53
Maximum	422
Range	422
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	19.80259663
Coefficient of variation (CV)	1.218668953
Kurtosis	17.20503659
Mean	16.24936499
Median Absolute Deviation (MAD)	9
Skewness	2.939634725
Sum	1541756
Variance	392.1428333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13169	13.9%
1	5127	5.4%
2	4310	4.5%
3	3800	4.0%
4	3650	3.8%
5	3340	3.5%
6	3214	3.4%
7	3016	3.2%
8	2919	3.1%
9	2819	3.0%
Other values (213)	49517	52.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13169	13.9%
1	5127	5.4%
2	4310	4.5%
3	3800	4.0%
4	3650	3.8%
5	3340	3.5%
6	3214	3.4%
7	3016	3.2%
8	2919	3.1%
9	2819	3.0%

Value	Count	Frequency (%)
422	1	< 0.1%
371	1	< 0.1%
320	1	< 0.1%
309	1	< 0.1%
305	1	< 0.1%
299	1	< 0.1%
280	1	< 0.1%
279	1	< 0.1%
259	1	< 0.1%
252	1	< 0.1%

nevada
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0002951065018

Minimum	0
Maximum	6
Zeros	94869
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	741.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.03045324718
Coefficient of variation (CV)	103.1940909
Kurtosis	21217.72797
Mean	0.0002951065018
Median Absolute Deviation (MAD)	0
Skewness	133.5740724
Sum	28
Variance	0.0009274002637
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	94869	> 99.9%
2	6	< 0.1%
1	3	< 0.1%
4	1	< 0.1%
3	1	< 0.1%
6	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	94869	> 99.9%
1	3	< 0.1%
2	6	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
6	1	< 0.1%
4	1	< 0.1%
3	1	< 0.1%
2	6	< 0.1%
1	3	< 0.1%
0	94869	> 99.9%

prof_nieve
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	170
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4669533416

Minimum	0
Maximum	1834
Zeros	93937
Zeros (%)	99.0%
Negative	0
Negative (%)	0.0%
Memory size	741.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1834
Range	1834
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	14.85144419
Coefficient of variation (CV)	31.80498536
Kurtosis	5226.968602
Mean	0.4669533416
Median Absolute Deviation (MAD)	0
Skewness	62.17306945
Sum	44305
Variance	220.5653945
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	93937	99.0%
1	302	0.3%
2	123	0.1%
3	67	0.1%
4	43	< 0.1%
5	30	< 0.1%
6	18	< 0.1%
7	17	< 0.1%
11	10	< 0.1%
15	9	< 0.1%
Other values (160)	325	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	93937	99.0%
1	302	0.3%
2	123	0.1%
3	67	0.1%
4	43	< 0.1%
5	30	< 0.1%
6	18	< 0.1%
7	17	< 0.1%
8	8	< 0.1%
9	4	< 0.1%

Value	Count	Frequency (%)
1834	1	< 0.1%
1494	1	< 0.1%
1168	1	< 0.1%
1073	1	< 0.1%
1017	1	< 0.1%
892	1	< 0.1%
787	1	< 0.1%
784	1	< 0.1%
709	1	< 0.1%
666	1	< 0.1%

longitud
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	201
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.66353835

Minimum	27.8189
Maximum	43.5667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	741.4 KiB

Quantile statistics

Minimum	27.8189
5-th percentile	28.4775
Q1	38.282
median	40.8206
Q3	42.0831
95-th percentile	43.3669
Maximum	43.5667
Range	15.7478
Interquartile range (IQR)	3.8011

Descriptive statistics

Standard deviation	3.767045748
Coefficient of variation (CV)	0.09497503009
Kurtosis	3.134861779
Mean	39.66353835
Median Absolute Deviation (MAD)	1.6197
Skewness	-1.844457219
Sum	3763316.182
Variance	14.19063367
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40.8206	1391	1.5%
38.9519	1329	1.4%
40.4117	1218	1.3%
41.1144	1210	1.3%
41.4181	1206	1.3%
28.3089	1198	1.3%
38.9892	1192	1.3%
40.9478	1155	1.2%
43.3075	1130	1.2%
37.9769	1099	1.2%
Other values (191)	82753	87.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27.8189	573	0.6%
27.9225	633	0.7%
28.0475	493	0.5%
28.3089	1198	1.3%
28.4444	665	0.7%
28.4631	1088	1.1%
28.4775	951	1.0%
28.6331	654	0.7%
28.9517	640	0.7%
35.2778	715	0.8%

Value	Count	Frequency (%)
43.5667	634	0.7%
43.5606	524	0.6%
43.5381	750	0.8%
43.4917	613	0.6%
43.4644	878	0.9%
43.4292	708	0.7%
43.3669	1090	1.1%
43.3606	764	0.8%
43.3542	585	0.6%
43.3075	1130	1.2%

latitud
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION

Distinct	206
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.4350247

Minimum	-17.8889
Maximum	4.2156
Zeros	0
Zeros (%)	0.0%
Negative	66473
Negative (%)	70.1%
Memory size	741.4 KiB

Quantile statistics

Minimum	-17.8889
5-th percentile	-16.2553
Q1	-5.6417
median	-3.45
Q3	0.4914
95-th percentile	2.3767
Maximum	4.2156
Range	22.1045
Interquartile range (IQR)	6.1331

Descriptive statistics

Standard deviation	4.699469291
Coefficient of variation (CV)	-1.368103493
Kurtosis	1.512397182
Mean	-3.4350247
Median Absolute Deviation (MAD)	2.6056
Skewness	-1.173117137
Sum	-325918.5786
Variance	22.08501162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-3.7892	1506	1.6%
0.4914	1391	1.5%
-1.8631	1329	1.4%
-3.6781	1218	1.3%
-1.4106	1210	1.3%
2.1239	1206	1.3%
-16.4992	1198	1.3%
-2.0392	1130	1.2%
0.7106	1099	1.2%
-8.4192	1090	1.1%
Other values (196)	82504	87.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-17.8889	573	0.6%
-17.755	654	0.7%
-16.5606	493	0.5%
-16.4992	1198	1.3%
-16.3292	951	1.0%
-16.2553	1088	1.1%
-15.3892	633	0.7%
-13.8631	665	0.7%
-13.6003	640	0.7%
-8.6494	320	0.3%

Value	Count	Frequency (%)
4.2156	652	0.7%
3.1817	156	0.2%
3.1658	156	0.2%
3.0967	156	0.2%
3.0353	156	0.2%
3.0325	156	0.2%
2.8342	60	0.1%
2.8267	132	0.1%
2.8253	695	0.7%
2.8067	124	0.1%

altitud
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	173
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	418.5396844

Minimum	1
Maximum	2535
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	741.4 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	42
median	247
Q3	656
95-th percentile	1143
Maximum	2535
Range	2534
Interquartile range (IQR)	614

Descriptive statistics

Standard deviation	504.207495
Coefficient of variation (CV)	1.204682647
Kurtosis	4.649018778
Mean	418.5396844
Median Absolute Deviation (MAD)	230
Skewness	1.9670506
Sum	39711463.8
Variance	254225.1981
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	2794	2.9%
1	2016	2.1%
35	1672	1.8%
32	1616	1.7%
44	1391	1.5%
5	1375	1.4%
64	1371	1.4%
87	1345	1.4%
704	1329	1.4%
25	1305	1.4%
Other values (163)	78667	82.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2016	2.1%
2	312	0.3%
3	742	0.8%
4	2794	2.9%
5	1375	1.4%
6	644	0.7%
7	1300	1.4%
8	118	0.1%
11	1033	1.1%
14	796	0.8%

Value	Count	Frequency (%)
2535	156	0.2%
2519	155	0.2%
2451	156	0.2%
2400	155	0.2%
2371	1198	1.3%
2316	156	0.2%
2266	156	0.2%
2247	156	0.2%
2230	156	0.2%
2228	156	0.2%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	id_estacion	fecha	fecha_cnt	tmax	tmin	precip	longitud	latitud	altitud
0	SP000003195	1920-01-31	1	103.0	22.0	1.0	40.4117	-3.6781	667.0
1	SP000003195	1920-02-29	2	119.0	37.0	31.0	40.4117	-3.6781	667.0
2	SP000003195	1920-03-31	3	149.0	50.0	10.0	40.4117	-3.6781	667.0
3	SP000003195	1920-04-30	4	189.0	76.0	9.0	40.4117	-3.6781	667.0
4	SP000003195	1920-05-31	5	250.0	120.0	24.0	40.4117	-3.6781	667.0
5	SP000003195	1920-06-30	6	274.0	149.0	5.0	40.4117	-3.6781	667.0
6	SP000003195	1920-07-31	7	311.0	165.0	2.0	40.4117	-3.6781	667.0
7	SP000003195	1920-08-31	8	311.0	168.0	0.0	40.4117	-3.6781	667.0
8	SP000003195	1920-09-30	9	254.0	134.0	1.0	40.4117	-3.6781	667.0
9	SP000003195	1920-10-31	10	160.0	84.0	28.0	40.4117	-3.6781	667.0

Last rows

	id_estacion	fecha	fecha_cnt	tmax	tmin	precip	longitud	latitud	altitud
94871	SPW00014011	1967-03-31	3	172.0	29.0	5.0	40.4833	-3.45	608.1
94872	SPW00014011	1967-04-30	4	164.0	38.0	15.0	40.4833	-3.45	608.1
94873	SPW00014011	1967-05-31	5	194.0	61.0	12.0	40.4833	-3.45	608.1
94874	SPW00014011	1967-06-30	6	252.0	101.0	4.0	40.4833	-3.45	608.1
94875	SPW00014011	1967-07-31	7	345.0	154.0	0.0	40.4833	-3.45	608.1
94876	SPW00014011	1967-08-31	8	322.0	141.0	0.0	40.4833	-3.45	608.1
94877	SPW00014011	1967-09-30	9	257.0	102.0	5.0	40.4833	-3.45	608.1
94878	SPW00014011	1967-10-31	10	213.0	90.0	17.0	40.4833	-3.45	608.1
94879	SPW00014011	1967-11-30	11	131.0	44.0	29.0	40.4833	-3.45	608.1
94880	SPW00014011	1967-12-31	12	82.0	-23.0	0.0	40.4833	-3.45	608.1

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows